Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 47.0 KiB |
| Average record size in memory | 48.1 B |
Variable types
| Numeric | 6 |
|---|
C/A is highly overall correlated with Mn and 1 other fields | High correlation |
Mn is highly overall correlated with C/A and 1 other fields | High correlation |
PDI is highly overall correlated with POX/C | High correlation |
POX/C is highly overall correlated with PDI | High correlation |
POX/M is highly overall correlated with Mn | High correlation |
X is highly overall correlated with C/A | High correlation |
POX/C has unique values | Unique |
C/A has unique values | Unique |
POX/M has unique values | Unique |
X has unique values | Unique |
PDI has unique values | Unique |
Mn has unique values | Unique |
Reproduction
| Analysis started | 2024-03-14 00:04:06.752885 |
|---|---|
| Analysis finished | 2024-03-14 00:04:12.138870 |
| Duration | 5.39 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
POX/C
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.31861 |
| Minimum | 90.909091 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 90.909091 |
|---|---|
| 5-th percentile | 116.63637 |
| Q1 | 132.94685 |
| median | 144.33252 |
| Q3 | 155.67973 |
| 95-th percentile | 172.03977 |
| Maximum | 200 |
| Range | 109.09091 |
| Interquartile range (IQR) | 22.732875 |
Descriptive statistics
| Standard deviation | 16.880969 |
|---|---|
| Coefficient of variation (CV) | 0.11697015 |
| Kurtosis | -0.02665933 |
| Mean | 144.31861 |
| Median Absolute Deviation (MAD) | 11.392887 |
| Skewness | 0.004079331 |
| Sum | 144318.61 |
| Variance | 284.96712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 127.0668847 | 1 | 0.1% |
| 145.0829309 | 1 | 0.1% |
| 163.3507459 | 1 | 0.1% |
| 147.0481316 | 1 | 0.1% |
| 164.0004918 | 1 | 0.1% |
| 115.7533967 | 1 | 0.1% |
| 149.9821804 | 1 | 0.1% |
| 151.7046537 | 1 | 0.1% |
| 114.0898242 | 1 | 0.1% |
| 133.3116111 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 90.90909091 | 1 | |
| 93.68727904 | 1 | |
| 97.16528533 | 1 | |
| 98.84349409 | 1 | |
| 100.0845138 | 1 | |
| 101.2138492 | 1 | |
| 102.7333618 | 1 | |
| 103.4003799 | 1 | |
| 103.9057908 | 1 | |
| 104.7996913 | 1 |
| Value | Count | Frequency (%) |
| 200 | 1 | |
| 195.836886 | 1 | |
| 191.8511391 | 1 | |
| 189.3555627 | 1 | |
| 188.5013372 | 1 | |
| 187.2308636 | 1 | |
| 186.0548743 | 1 | |
| 185.7724382 | 1 | |
| 184.3077447 | 1 | |
| 184.1358495 | 1 |
C/A
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11847689 |
| Minimum | 0.025 |
|---|---|
| Maximum | 0.22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.025 |
|---|---|
| 5-th percentile | 0.070883215 |
| Q1 | 0.098979303 |
| median | 0.11844542 |
| Q3 | 0.13796221 |
| 95-th percentile | 0.16584282 |
| Maximum | 0.22 |
| Range | 0.195 |
| Interquartile range (IQR) | 0.038982906 |
Descriptive statistics
| Standard deviation | 0.02896727 |
|---|---|
| Coefficient of variation (CV) | 0.24449721 |
| Kurtosis | -0.00013490001 |
| Mean | 0.11847689 |
| Median Absolute Deviation (MAD) | 0.019518894 |
| Skewness | 0.0045588414 |
| Sum | 118.47689 |
| Variance | 0.00083910271 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1309863058 | 1 | 0.1% |
| 0.1720202696 | 1 | 0.1% |
| 0.1131752478 | 1 | 0.1% |
| 0.1306141805 | 1 | 0.1% |
| 0.07831105352 | 1 | 0.1% |
| 0.06549399871 | 1 | 0.1% |
| 0.1794428717 | 1 | 0.1% |
| 0.1258356997 | 1 | 0.1% |
| 0.1158224977 | 1 | 0.1% |
| 0.08631714299 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.025 | 1 | |
| 0.0304113615 | 1 | |
| 0.03672064228 | 1 | |
| 0.03918497954 | 1 | |
| 0.04279922505 | 1 | |
| 0.04512005371 | 1 | |
| 0.04709442114 | 1 | |
| 0.0474207899 | 1 | |
| 0.04977593697 | 1 | |
| 0.05109712931 | 1 |
| Value | Count | Frequency (%) |
| 0.22 | 1 | |
| 0.2025468346 | 1 | |
| 0.1984406953 | 1 | |
| 0.1964829435 | 1 | |
| 0.1952468759 | 1 | |
| 0.1919684995 | 1 | |
| 0.1906857951 | 1 | |
| 0.1892182141 | 1 | |
| 0.1872116089 | 1 | |
| 0.1866696008 | 1 |
POX/M
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001454052 |
| Minimum | 0.000831429 |
|---|---|
| Maximum | 0.002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.000831429 |
|---|---|
| 5-th percentile | 0.0011702986 |
| Q1 | 0.0013378531 |
| median | 0.0014541444 |
| Q3 | 0.0015705094 |
| 95-th percentile | 0.0017379874 |
| Maximum | 0.002 |
| Range | 0.001168571 |
| Interquartile range (IQR) | 0.00023265626 |
Descriptive statistics
| Standard deviation | 0.00017269564 |
|---|---|
| Coefficient of variation (CV) | 0.11876854 |
| Kurtosis | 0.0070253818 |
| Mean | 0.001454052 |
| Median Absolute Deviation (MAD) | 0.00011650578 |
| Skewness | -0.014323155 |
| Sum | 1.454052 |
| Variance | 2.9823784 × 10-8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.001436623456 | 1 | 0.1% |
| 0.001060824282 | 1 | 0.1% |
| 0.001620593811 | 1 | 0.1% |
| 0.001354544091 | 1 | 0.1% |
| 0.001546232503 | 1 | 0.1% |
| 0.000831429 | 1 | 0.1% |
| 0.001592451802 | 1 | 0.1% |
| 0.001332547323 | 1 | 0.1% |
| 0.001589109008 | 1 | 0.1% |
| 0.001560519623 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.000831429 | 1 | |
| 0.0009342051028 | 1 | |
| 0.0009672779537 | 1 | |
| 0.0009925032256 | 1 | |
| 0.00100927487 | 1 | |
| 0.001014111025 | 1 | |
| 0.001022983167 | 1 | |
| 0.001038098451 | 1 | |
| 0.001040853278 | 1 | |
| 0.001051836304 | 1 |
| Value | Count | Frequency (%) |
| 0.002 | 1 | |
| 0.001955738912 | 1 | |
| 0.001949505357 | 1 | |
| 0.00191535218 | 1 | |
| 0.00190395122 | 1 | |
| 0.001895405973 | 1 | |
| 0.001886300902 | 1 | |
| 0.001876707079 | 1 | |
| 0.001865638919 | 1 | |
| 0.00185781745 | 1 |
X
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.68545205 |
| Minimum | 0.53506242 |
|---|---|
| Maximum | 0.91100748 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.53506242 |
|---|---|
| 5-th percentile | 0.60997333 |
| Q1 | 0.65056322 |
| median | 0.68300846 |
| Q3 | 0.71496441 |
| 95-th percentile | 0.77443192 |
| Maximum | 0.91100748 |
| Range | 0.37594506 |
| Interquartile range (IQR) | 0.064401197 |
Descriptive statistics
| Standard deviation | 0.050885809 |
|---|---|
| Coefficient of variation (CV) | 0.074236862 |
| Kurtosis | 0.86327772 |
| Mean | 0.68545205 |
| Median Absolute Deviation (MAD) | 0.032064544 |
| Skewness | 0.54316729 |
| Sum | 685.45205 |
| Variance | 0.0025893655 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6754157404 | 1 | 0.1% |
| 0.5720696681 | 1 | 0.1% |
| 0.688840558 | 1 | 0.1% |
| 0.6542870346 | 1 | 0.1% |
| 0.7487879389 | 1 | 0.1% |
| 0.7445375051 | 1 | 0.1% |
| 0.6115959946 | 1 | 0.1% |
| 0.6551776062 | 1 | 0.1% |
| 0.713289601 | 1 | 0.1% |
| 0.7527358889 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 0.5350624212 | 1 | |
| 0.5504530675 | 1 | |
| 0.5618976216 | 1 | |
| 0.5678749894 | 1 | |
| 0.5680774178 | 1 | |
| 0.5720696681 | 1 | |
| 0.5787676628 | 1 | |
| 0.5803873801 | 1 | |
| 0.5852542549 | 1 | |
| 0.5859471592 | 1 |
| Value | Count | Frequency (%) |
| 0.9110074787 | 1 | |
| 0.8889685875 | 1 | |
| 0.8679051001 | 1 | |
| 0.8582428739 | 1 | |
| 0.8576189315 | 1 | |
| 0.8515135341 | 1 | |
| 0.8426440384 | 1 | |
| 0.8356958213 | 1 | |
| 0.83361774 | 1 | |
| 0.8321809153 | 1 |
PDI
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0311085 |
| Minimum | 1.0278006 |
|---|---|
| Maximum | 1.0593777 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1.0278006 |
|---|---|
| 5-th percentile | 1.0287703 |
| Q1 | 1.0297702 |
| median | 1.030688 |
| Q3 | 1.0318541 |
| 95-th percentile | 1.0345165 |
| Maximum | 1.0593777 |
| Range | 0.031577067 |
| Interquartile range (IQR) | 0.0020838284 |
Descriptive statistics
| Standard deviation | 0.0022905659 |
|---|---|
| Coefficient of variation (CV) | 0.0022214596 |
| Kurtosis | 35.432756 |
| Mean | 1.0311085 |
| Median Absolute Deviation (MAD) | 0.0010078104 |
| Skewness | 4.1582999 |
| Sum | 1031.1085 |
| Variance | 5.246692 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.028852994 | 1 | 0.1% |
| 1.031793774 | 1 | 0.1% |
| 1.030978661 | 1 | 0.1% |
| 1.030146578 | 1 | 0.1% |
| 1.032243733 | 1 | 0.1% |
| 1.037159047 | 1 | 0.1% |
| 1.030671031 | 1 | 0.1% |
| 1.030686769 | 1 | 0.1% |
| 1.029233019 | 1 | 0.1% |
| 1.031244161 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 1.027800633 | 1 | |
| 1.027852798 | 1 | |
| 1.027867157 | 1 | |
| 1.028011181 | 1 | |
| 1.02803256 | 1 | |
| 1.028054481 | 1 | |
| 1.02813225 | 1 | |
| 1.028162438 | 1 | |
| 1.028169533 | 1 | |
| 1.028169591 | 1 |
| Value | Count | Frequency (%) |
| 1.059377699 | 1 | |
| 1.05244385 | 1 | |
| 1.046915388 | 1 | |
| 1.044379218 | 1 | |
| 1.043920553 | 1 | |
| 1.043158656 | 1 | |
| 1.04030156 | 1 | |
| 1.039675586 | 1 | |
| 1.039115159 | 1 | |
| 1.039108215 | 1 |
Mn
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51530.717 |
| Minimum | 33473.644 |
|---|---|
| Maximum | 99889.759 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 33473.644 |
|---|---|
| 5-th percentile | 41970.111 |
| Q1 | 46792.778 |
| median | 50713.347 |
| Q3 | 55345.662 |
| 95-th percentile | 64122.68 |
| Maximum | 99889.759 |
| Range | 66416.115 |
| Interquartile range (IQR) | 8552.8841 |
Descriptive statistics
| Standard deviation | 6958.5414 |
|---|---|
| Coefficient of variation (CV) | 0.13503677 |
| Kurtosis | 2.9986077 |
| Mean | 51530.717 |
| Median Absolute Deviation (MAD) | 4311.2966 |
| Skewness | 1.0322096 |
| Sum | 51530717 |
| Variance | 48421298 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50658.64639 | 1 | 0.1% |
| 57447.84631 | 1 | 0.1% |
| 45611.3567 | 1 | 0.1% |
| 51790.30771 | 1 | 0.1% |
| 52584.23521 | 1 | 0.1% |
| 99889.7587 | 1 | 0.1% |
| 40879.84779 | 1 | 0.1% |
| 52713.51495 | 1 | 0.1% |
| 48786.92532 | 1 | 0.1% |
| 52686.34536 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 33473.64402 | 1 | |
| 37497.83683 | 1 | |
| 37557.37724 | 1 | |
| 37994.72351 | 1 | |
| 38010.92935 | 1 | |
| 38332.90934 | 1 | |
| 38463.42347 | 1 | |
| 38665.0368 | 1 | |
| 38712.93689 | 1 | |
| 39015.90306 | 1 |
| Value | Count | Frequency (%) |
| 99889.7587 | 1 | |
| 79785.31767 | 1 | |
| 79048.91427 | 1 | |
| 78457.88414 | 1 | |
| 76430.63684 | 1 | |
| 75044.54197 | 1 | |
| 74938.23813 | 1 | |
| 74930.42692 | 1 | |
| 74582.50714 | 1 | |
| 73469.29111 | 1 |
| C/A | Mn | PDI | POX/C | POX/M | X | |
|---|---|---|---|---|---|---|
| C/A | 1.000 | -0.573 | -0.430 | -0.013 | -0.002 | -0.920 |
| Mn | -0.573 | 1.000 | 0.316 | -0.155 | -0.766 | 0.366 |
| PDI | -0.430 | 0.316 | 1.000 | 0.634 | -0.198 | 0.182 |
| POX/C | -0.013 | -0.155 | 0.634 | 1.000 | -0.012 | -0.235 |
| POX/M | -0.002 | -0.766 | -0.198 | -0.012 | 1.000 | 0.256 |
| X | -0.920 | 0.366 | 0.182 | -0.235 | 0.256 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| POX/C | C/A | POX/M | X | PDI | Mn | |
|---|---|---|---|---|---|---|
| 0 | 127.066885 | 0.130986 | 0.001437 | 0.675416 | 1.028853 | 50658.646392 |
| 1 | 140.315279 | 0.107708 | 0.001238 | 0.684234 | 1.030520 | 59674.301485 |
| 2 | 137.251911 | 0.096595 | 0.001281 | 0.710695 | 1.030812 | 60219.372697 |
| 3 | 134.113751 | 0.117253 | 0.001520 | 0.695689 | 1.029441 | 49400.873103 |
| 4 | 163.790578 | 0.112731 | 0.001766 | 0.698016 | 1.030682 | 42424.024049 |
| 5 | 132.990522 | 0.059459 | 0.001499 | 0.811236 | 1.036728 | 60333.109730 |
| 6 | 126.974542 | 0.154565 | 0.001263 | 0.632346 | 1.028994 | 53691.442367 |
| 7 | 120.116206 | 0.147583 | 0.001381 | 0.655136 | 1.028385 | 51037.181235 |
| 8 | 130.664075 | 0.123989 | 0.001230 | 0.666401 | 1.030280 | 58421.019930 |
| 9 | 136.497868 | 0.132153 | 0.001358 | 0.661046 | 1.029498 | 52297.434261 |
| POX/C | C/A | POX/M | X | PDI | Mn | |
|---|---|---|---|---|---|---|
| 990 | 104.799691 | 0.121089 | 0.001363 | 0.700995 | 1.029307 | 56018.010656 |
| 991 | 158.948448 | 0.062529 | 0.001471 | 0.784946 | 1.034307 | 58611.719217 |
| 992 | 123.527344 | 0.057458 | 0.001593 | 0.826051 | 1.037950 | 58294.491749 |
| 993 | 128.254367 | 0.130718 | 0.001307 | 0.665648 | 1.029113 | 54874.698538 |
| 994 | 137.293645 | 0.152194 | 0.001866 | 0.662029 | 1.029690 | 37994.723509 |
| 995 | 146.270931 | 0.134124 | 0.001269 | 0.641854 | 1.031096 | 54201.338756 |
| 996 | 136.831359 | 0.140140 | 0.001248 | 0.640200 | 1.029768 | 55026.316024 |
| 997 | 149.061483 | 0.157216 | 0.001399 | 0.622380 | 1.031241 | 47480.431021 |
| 998 | 157.540166 | 0.120973 | 0.001469 | 0.669726 | 1.030771 | 48876.869906 |
| 999 | 170.345250 | 0.155531 | 0.001244 | 0.590059 | 1.034511 | 50435.916510 |